In [1]:
import matplotlib
import matplotlib.pyplot as plt
import numpy as np
%matplotlib inline
plt.rcParams['figure.figsize'] = 8, 12
plt.rcParams['axes.grid'] = True
In [2]:
cd ..
/home/gavin/repositories/hail-seizure
In [3]:
from python import utils
In [4]:
with open("probablygood.gavin.json") as f:
settings = utils.json.load(f)
In [5]:
# first, need to load metadata
with open("segmentMetadata.json") as f:
metadata = utils.json.load(f)
In [6]:
data = utils.get_data(settings)
In [7]:
features = list(data.keys())
features
Out[7]:
['cln,ica,dwn_feat_pwling1_',
'cln,ica,dwn_feat_PSDlogfcorrcoef_',
'cln,ica,dwn_feat_xcorr-ypeak_',
'cln,csp,dwn_feat_lmom-3_',
'cln,csp,dwn_feat_pib_ratioBB_',
'cln,ica,dwn_feat_mvar-GPDC_']
In [8]:
da = utils.DataAssembler(settings,data,metadata)
In [9]:
X,y = da.build_training(settings['SUBJECTS'][0])
In [10]:
X
Out[10]:
array([[ -4.61903986e-03, 2.98199818e-02, -4.83764356e-03, ...,
2.23365031e-04, -5.64554574e-05, 2.19557065e-04],
[ -8.36969215e-03, 2.07887257e-02, 2.57693529e-03, ...,
1.69852142e-05, -9.84642778e-06, 7.10326917e-05],
[ -1.13705135e-02, 5.31479862e-02, -1.06341009e-04, ...,
-1.04715824e-02, -1.30293835e-03, 2.37567147e-05],
...,
[ -9.52378753e-03, -4.38280848e-03, 7.72467291e-03, ...,
-1.03282675e-04, -5.60951678e-05, -2.72529299e-04],
[ -1.37997414e-02, -2.14908618e-03, -9.34220323e-03, ...,
4.42561212e-04, 5.18938042e-04, 1.20505867e-04],
[ -3.90007260e-02, 7.97198213e-03, -3.96921678e-03, ...,
-9.21221074e-04, 4.66978033e-07, -4.87561361e-05]])
In [11]:
X.shape
Out[11]:
(924, 3544)
In [12]:
da.training_segments
Out[12]:
array(['Dog_1_interictal_segment_0001.mat',
'Dog_1_interictal_segment_0002.mat',
'Dog_1_interictal_segment_0003.mat',
'Dog_1_interictal_segment_0004.mat',
'Dog_1_interictal_segment_0005.mat',
'Dog_1_interictal_segment_0006.mat',
'Dog_1_interictal_segment_0007.mat',
'Dog_1_interictal_segment_0008.mat',
'Dog_1_interictal_segment_0009.mat',
'Dog_1_interictal_segment_0010.mat',
'Dog_1_interictal_segment_0011.mat',
'Dog_1_interictal_segment_0012.mat',
'Dog_1_interictal_segment_0013.mat',
'Dog_1_interictal_segment_0014.mat',
'Dog_1_interictal_segment_0015.mat',
'Dog_1_interictal_segment_0016.mat',
'Dog_1_interictal_segment_0017.mat',
'Dog_1_interictal_segment_0018.mat',
'Dog_1_interictal_segment_0019.mat',
'Dog_1_interictal_segment_0020.mat',
'Dog_1_interictal_segment_0021.mat',
'Dog_1_interictal_segment_0022.mat',
'Dog_1_interictal_segment_0023.mat',
'Dog_1_interictal_segment_0024.mat',
'Dog_1_interictal_segment_0025.mat',
'Dog_1_interictal_segment_0026.mat',
'Dog_1_interictal_segment_0027.mat',
'Dog_1_interictal_segment_0028.mat',
'Dog_1_interictal_segment_0029.mat',
'Dog_1_interictal_segment_0030.mat',
'Dog_1_interictal_segment_0031.mat',
'Dog_1_interictal_segment_0032.mat',
'Dog_1_interictal_segment_0033.mat',
'Dog_1_interictal_segment_0034.mat',
'Dog_1_interictal_segment_0035.mat',
'Dog_1_interictal_segment_0036.mat',
'Dog_1_interictal_segment_0037.mat',
'Dog_1_interictal_segment_0038.mat',
'Dog_1_interictal_segment_0039.mat',
'Dog_1_interictal_segment_0040.mat',
'Dog_1_interictal_segment_0041.mat',
'Dog_1_interictal_segment_0042.mat',
'Dog_1_interictal_segment_0043.mat',
'Dog_1_interictal_segment_0044.mat',
'Dog_1_interictal_segment_0045.mat',
'Dog_1_interictal_segment_0046.mat',
'Dog_1_interictal_segment_0047.mat',
'Dog_1_interictal_segment_0048.mat',
'Dog_1_interictal_segment_0049.mat',
'Dog_1_interictal_segment_0050.mat',
'Dog_1_interictal_segment_0051.mat',
'Dog_1_interictal_segment_0052.mat',
'Dog_1_interictal_segment_0053.mat',
'Dog_1_interictal_segment_0054.mat',
'Dog_1_interictal_segment_0055.mat',
'Dog_1_interictal_segment_0056.mat',
'Dog_1_interictal_segment_0057.mat',
'Dog_1_interictal_segment_0058.mat',
'Dog_1_interictal_segment_0059.mat',
'Dog_1_interictal_segment_0060.mat',
'Dog_1_interictal_segment_0061.mat',
'Dog_1_interictal_segment_0062.mat',
'Dog_1_interictal_segment_0063.mat',
'Dog_1_interictal_segment_0064.mat',
'Dog_1_interictal_segment_0065.mat',
'Dog_1_interictal_segment_0066.mat',
'Dog_1_interictal_segment_0067.mat',
'Dog_1_interictal_segment_0068.mat',
'Dog_1_interictal_segment_0069.mat',
'Dog_1_interictal_segment_0070.mat',
'Dog_1_interictal_segment_0071.mat',
'Dog_1_interictal_segment_0072.mat',
'Dog_1_interictal_segment_0073.mat',
'Dog_1_interictal_segment_0074.mat',
'Dog_1_interictal_segment_0075.mat',
'Dog_1_interictal_segment_0076.mat',
'Dog_1_interictal_segment_0077.mat',
'Dog_1_interictal_segment_0078.mat',
'Dog_1_interictal_segment_0079.mat',
'Dog_1_interictal_segment_0080.mat',
'Dog_1_interictal_segment_0081.mat',
'Dog_1_interictal_segment_0082.mat',
'Dog_1_interictal_segment_0083.mat',
'Dog_1_interictal_segment_0084.mat',
'Dog_1_interictal_segment_0085.mat',
'Dog_1_interictal_segment_0086.mat',
'Dog_1_interictal_segment_0087.mat',
'Dog_1_interictal_segment_0088.mat',
'Dog_1_interictal_segment_0089.mat',
'Dog_1_interictal_segment_0090.mat',
'Dog_1_interictal_segment_0091.mat',
'Dog_1_interictal_segment_0092.mat',
'Dog_1_interictal_segment_0093.mat',
'Dog_1_interictal_segment_0094.mat',
'Dog_1_interictal_segment_0095.mat',
'Dog_1_interictal_segment_0096.mat',
'Dog_1_interictal_segment_0097.mat',
'Dog_1_interictal_segment_0098.mat',
'Dog_1_interictal_segment_0099.mat',
'Dog_1_interictal_segment_0100.mat',
'Dog_1_interictal_segment_0101.mat',
'Dog_1_interictal_segment_0102.mat',
'Dog_1_interictal_segment_0103.mat',
'Dog_1_interictal_segment_0104.mat',
'Dog_1_interictal_segment_0105.mat',
'Dog_1_interictal_segment_0106.mat',
'Dog_1_interictal_segment_0107.mat',
'Dog_1_interictal_segment_0108.mat',
'Dog_1_interictal_segment_0109.mat',
'Dog_1_interictal_segment_0110.mat',
'Dog_1_interictal_segment_0111.mat',
'Dog_1_interictal_segment_0112.mat',
'Dog_1_interictal_segment_0113.mat',
'Dog_1_interictal_segment_0114.mat',
'Dog_1_interictal_segment_0115.mat',
'Dog_1_interictal_segment_0116.mat',
'Dog_1_interictal_segment_0117.mat',
'Dog_1_interictal_segment_0118.mat',
'Dog_1_interictal_segment_0119.mat',
'Dog_1_interictal_segment_0120.mat',
'Dog_1_interictal_segment_0121.mat',
'Dog_1_interictal_segment_0122.mat',
'Dog_1_interictal_segment_0123.mat',
'Dog_1_interictal_segment_0124.mat',
'Dog_1_interictal_segment_0125.mat',
'Dog_1_interictal_segment_0126.mat',
'Dog_1_interictal_segment_0127.mat',
'Dog_1_interictal_segment_0128.mat',
'Dog_1_interictal_segment_0129.mat',
'Dog_1_interictal_segment_0130.mat',
'Dog_1_interictal_segment_0131.mat',
'Dog_1_interictal_segment_0132.mat',
'Dog_1_interictal_segment_0133.mat',
'Dog_1_interictal_segment_0134.mat',
'Dog_1_interictal_segment_0135.mat',
'Dog_1_interictal_segment_0136.mat',
'Dog_1_interictal_segment_0137.mat',
'Dog_1_interictal_segment_0138.mat',
'Dog_1_interictal_segment_0139.mat',
'Dog_1_interictal_segment_0140.mat',
'Dog_1_interictal_segment_0141.mat',
'Dog_1_interictal_segment_0142.mat',
'Dog_1_interictal_segment_0143.mat',
'Dog_1_interictal_segment_0144.mat',
'Dog_1_interictal_segment_0145.mat',
'Dog_1_interictal_segment_0146.mat',
'Dog_1_interictal_segment_0147.mat',
'Dog_1_interictal_segment_0148.mat',
'Dog_1_interictal_segment_0149.mat',
'Dog_1_interictal_segment_0150.mat',
'Dog_1_interictal_segment_0151.mat',
'Dog_1_interictal_segment_0152.mat',
'Dog_1_interictal_segment_0153.mat',
'Dog_1_interictal_segment_0154.mat',
'Dog_1_interictal_segment_0155.mat',
'Dog_1_interictal_segment_0156.mat',
'Dog_1_interictal_segment_0157.mat',
'Dog_1_interictal_segment_0158.mat',
'Dog_1_interictal_segment_0159.mat',
'Dog_1_interictal_segment_0160.mat',
'Dog_1_interictal_segment_0161.mat',
'Dog_1_interictal_segment_0162.mat',
'Dog_1_interictal_segment_0163.mat',
'Dog_1_interictal_segment_0164.mat',
'Dog_1_interictal_segment_0165.mat',
'Dog_1_interictal_segment_0166.mat',
'Dog_1_interictal_segment_0167.mat',
'Dog_1_interictal_segment_0168.mat',
'Dog_1_interictal_segment_0169.mat',
'Dog_1_interictal_segment_0170.mat',
'Dog_1_interictal_segment_0171.mat',
'Dog_1_interictal_segment_0172.mat',
'Dog_1_interictal_segment_0173.mat',
'Dog_1_interictal_segment_0174.mat',
'Dog_1_interictal_segment_0175.mat',
'Dog_1_interictal_segment_0176.mat',
'Dog_1_interictal_segment_0177.mat',
'Dog_1_interictal_segment_0178.mat',
'Dog_1_interictal_segment_0179.mat',
'Dog_1_interictal_segment_0180.mat',
'Dog_1_interictal_segment_0181.mat',
'Dog_1_interictal_segment_0182.mat',
'Dog_1_interictal_segment_0183.mat',
'Dog_1_interictal_segment_0184.mat',
'Dog_1_interictal_segment_0185.mat',
'Dog_1_interictal_segment_0186.mat',
'Dog_1_interictal_segment_0187.mat',
'Dog_1_interictal_segment_0188.mat',
'Dog_1_interictal_segment_0189.mat',
'Dog_1_interictal_segment_0190.mat',
'Dog_1_interictal_segment_0191.mat',
'Dog_1_interictal_segment_0192.mat',
'Dog_1_interictal_segment_0193.mat',
'Dog_1_interictal_segment_0194.mat',
'Dog_1_interictal_segment_0195.mat',
'Dog_1_interictal_segment_0196.mat',
'Dog_1_interictal_segment_0197.mat',
'Dog_1_interictal_segment_0198.mat',
'Dog_1_interictal_segment_0199.mat',
'Dog_1_interictal_segment_0200.mat',
'Dog_1_interictal_segment_0201.mat',
'Dog_1_interictal_segment_0202.mat',
'Dog_1_interictal_segment_0203.mat',
'Dog_1_interictal_segment_0204.mat',
'Dog_1_interictal_segment_0205.mat',
'Dog_1_interictal_segment_0206.mat',
'Dog_1_interictal_segment_0207.mat',
'Dog_1_interictal_segment_0208.mat',
'Dog_1_interictal_segment_0209.mat',
'Dog_1_interictal_segment_0210.mat',
'Dog_1_interictal_segment_0211.mat',
'Dog_1_interictal_segment_0212.mat',
'Dog_1_interictal_segment_0213.mat',
'Dog_1_interictal_segment_0214.mat',
'Dog_1_interictal_segment_0215.mat',
'Dog_1_interictal_segment_0216.mat',
'Dog_1_interictal_segment_0217.mat',
'Dog_1_interictal_segment_0218.mat',
'Dog_1_interictal_segment_0219.mat',
'Dog_1_interictal_segment_0220.mat',
'Dog_1_interictal_segment_0221.mat',
'Dog_1_interictal_segment_0222.mat',
'Dog_1_interictal_segment_0223.mat',
'Dog_1_interictal_segment_0224.mat',
'Dog_1_interictal_segment_0225.mat',
'Dog_1_interictal_segment_0226.mat',
'Dog_1_interictal_segment_0227.mat',
'Dog_1_interictal_segment_0228.mat',
'Dog_1_interictal_segment_0229.mat',
'Dog_1_interictal_segment_0230.mat',
'Dog_1_interictal_segment_0231.mat',
'Dog_1_interictal_segment_0232.mat',
'Dog_1_interictal_segment_0233.mat',
'Dog_1_interictal_segment_0234.mat',
'Dog_1_interictal_segment_0235.mat',
'Dog_1_interictal_segment_0236.mat',
'Dog_1_interictal_segment_0237.mat',
'Dog_1_interictal_segment_0238.mat',
'Dog_1_interictal_segment_0239.mat',
'Dog_1_interictal_segment_0240.mat',
'Dog_1_interictal_segment_0241.mat',
'Dog_1_interictal_segment_0242.mat',
'Dog_1_interictal_segment_0243.mat',
'Dog_1_interictal_segment_0244.mat',
'Dog_1_interictal_segment_0245.mat',
'Dog_1_interictal_segment_0246.mat',
'Dog_1_interictal_segment_0247.mat',
'Dog_1_interictal_segment_0248.mat',
'Dog_1_interictal_segment_0249.mat',
'Dog_1_interictal_segment_0250.mat',
'Dog_1_interictal_segment_0251.mat',
'Dog_1_interictal_segment_0252.mat',
'Dog_1_interictal_segment_0253.mat',
'Dog_1_interictal_segment_0254.mat',
'Dog_1_interictal_segment_0255.mat',
'Dog_1_interictal_segment_0256.mat',
'Dog_1_interictal_segment_0257.mat',
'Dog_1_interictal_segment_0258.mat',
'Dog_1_interictal_segment_0259.mat',
'Dog_1_interictal_segment_0260.mat',
'Dog_1_interictal_segment_0261.mat',
'Dog_1_interictal_segment_0262.mat',
'Dog_1_interictal_segment_0263.mat',
'Dog_1_interictal_segment_0264.mat',
'Dog_1_interictal_segment_0265.mat',
'Dog_1_interictal_segment_0266.mat',
'Dog_1_interictal_segment_0267.mat',
'Dog_1_interictal_segment_0268.mat',
'Dog_1_interictal_segment_0269.mat',
'Dog_1_interictal_segment_0270.mat',
'Dog_1_interictal_segment_0271.mat',
'Dog_1_interictal_segment_0272.mat',
'Dog_1_interictal_segment_0273.mat',
'Dog_1_interictal_segment_0274.mat',
'Dog_1_interictal_segment_0275.mat',
'Dog_1_interictal_segment_0276.mat',
'Dog_1_interictal_segment_0277.mat',
'Dog_1_interictal_segment_0278.mat',
'Dog_1_interictal_segment_0279.mat',
'Dog_1_interictal_segment_0280.mat',
'Dog_1_interictal_segment_0281.mat',
'Dog_1_interictal_segment_0282.mat',
'Dog_1_interictal_segment_0283.mat',
'Dog_1_interictal_segment_0284.mat',
'Dog_1_interictal_segment_0285.mat',
'Dog_1_interictal_segment_0286.mat',
'Dog_1_interictal_segment_0287.mat',
'Dog_1_interictal_segment_0288.mat',
'Dog_1_interictal_segment_0289.mat',
'Dog_1_interictal_segment_0290.mat',
'Dog_1_interictal_segment_0291.mat',
'Dog_1_interictal_segment_0292.mat',
'Dog_1_interictal_segment_0293.mat',
'Dog_1_interictal_segment_0294.mat',
'Dog_1_interictal_segment_0295.mat',
'Dog_1_interictal_segment_0296.mat',
'Dog_1_interictal_segment_0297.mat',
'Dog_1_interictal_segment_0298.mat',
'Dog_1_interictal_segment_0299.mat',
'Dog_1_interictal_segment_0300.mat',
'Dog_1_interictal_segment_0301.mat',
'Dog_1_interictal_segment_0302.mat',
'Dog_1_interictal_segment_0303.mat',
'Dog_1_interictal_segment_0304.mat',
'Dog_1_interictal_segment_0305.mat',
'Dog_1_interictal_segment_0306.mat',
'Dog_1_interictal_segment_0307.mat',
'Dog_1_interictal_segment_0308.mat',
'Dog_1_interictal_segment_0309.mat',
'Dog_1_interictal_segment_0310.mat',
'Dog_1_interictal_segment_0311.mat',
'Dog_1_interictal_segment_0312.mat',
'Dog_1_interictal_segment_0313.mat',
'Dog_1_interictal_segment_0314.mat',
'Dog_1_interictal_segment_0315.mat',
'Dog_1_interictal_segment_0316.mat',
'Dog_1_interictal_segment_0317.mat',
'Dog_1_interictal_segment_0318.mat',
'Dog_1_interictal_segment_0319.mat',
'Dog_1_interictal_segment_0320.mat',
'Dog_1_interictal_segment_0321.mat',
'Dog_1_interictal_segment_0322.mat',
'Dog_1_interictal_segment_0323.mat',
'Dog_1_interictal_segment_0324.mat',
'Dog_1_interictal_segment_0325.mat',
'Dog_1_interictal_segment_0326.mat',
'Dog_1_interictal_segment_0327.mat',
'Dog_1_interictal_segment_0328.mat',
'Dog_1_interictal_segment_0329.mat',
'Dog_1_interictal_segment_0330.mat',
'Dog_1_interictal_segment_0331.mat',
'Dog_1_interictal_segment_0332.mat',
'Dog_1_interictal_segment_0333.mat',
'Dog_1_interictal_segment_0334.mat',
'Dog_1_interictal_segment_0335.mat',
'Dog_1_interictal_segment_0336.mat',
'Dog_1_interictal_segment_0337.mat',
'Dog_1_interictal_segment_0338.mat',
'Dog_1_interictal_segment_0339.mat',
'Dog_1_interictal_segment_0340.mat',
'Dog_1_interictal_segment_0341.mat',
'Dog_1_interictal_segment_0342.mat',
'Dog_1_interictal_segment_0343.mat',
'Dog_1_interictal_segment_0344.mat',
'Dog_1_interictal_segment_0345.mat',
'Dog_1_interictal_segment_0346.mat',
'Dog_1_interictal_segment_0347.mat',
'Dog_1_interictal_segment_0348.mat',
'Dog_1_interictal_segment_0349.mat',
'Dog_1_interictal_segment_0350.mat',
'Dog_1_interictal_segment_0351.mat',
'Dog_1_interictal_segment_0352.mat',
'Dog_1_interictal_segment_0353.mat',
'Dog_1_interictal_segment_0354.mat',
'Dog_1_interictal_segment_0355.mat',
'Dog_1_interictal_segment_0356.mat',
'Dog_1_interictal_segment_0357.mat',
'Dog_1_interictal_segment_0358.mat',
'Dog_1_interictal_segment_0359.mat',
'Dog_1_interictal_segment_0360.mat',
'Dog_1_interictal_segment_0361.mat',
'Dog_1_interictal_segment_0362.mat',
'Dog_1_interictal_segment_0363.mat',
'Dog_1_interictal_segment_0364.mat',
'Dog_1_interictal_segment_0365.mat',
'Dog_1_interictal_segment_0366.mat',
'Dog_1_interictal_segment_0367.mat',
'Dog_1_interictal_segment_0368.mat',
'Dog_1_interictal_segment_0369.mat',
'Dog_1_interictal_segment_0370.mat',
'Dog_1_interictal_segment_0371.mat',
'Dog_1_interictal_segment_0372.mat',
'Dog_1_interictal_segment_0373.mat',
'Dog_1_interictal_segment_0374.mat',
'Dog_1_interictal_segment_0375.mat',
'Dog_1_interictal_segment_0376.mat',
'Dog_1_interictal_segment_0377.mat',
'Dog_1_interictal_segment_0378.mat',
'Dog_1_interictal_segment_0379.mat',
'Dog_1_interictal_segment_0380.mat',
'Dog_1_interictal_segment_0381.mat',
'Dog_1_interictal_segment_0382.mat',
'Dog_1_interictal_segment_0383.mat',
'Dog_1_interictal_segment_0384.mat',
'Dog_1_interictal_segment_0385.mat',
'Dog_1_interictal_segment_0386.mat',
'Dog_1_interictal_segment_0387.mat',
'Dog_1_interictal_segment_0388.mat',
'Dog_1_interictal_segment_0389.mat',
'Dog_1_interictal_segment_0390.mat',
'Dog_1_interictal_segment_0391.mat',
'Dog_1_interictal_segment_0392.mat',
'Dog_1_interictal_segment_0393.mat',
'Dog_1_interictal_segment_0394.mat',
'Dog_1_interictal_segment_0395.mat',
'Dog_1_interictal_segment_0396.mat',
'Dog_1_interictal_segment_0397.mat',
'Dog_1_interictal_segment_0398.mat',
'Dog_1_interictal_segment_0399.mat',
'Dog_1_interictal_segment_0400.mat',
'Dog_1_interictal_segment_0401.mat',
'Dog_1_interictal_segment_0402.mat',
'Dog_1_interictal_segment_0403.mat',
'Dog_1_interictal_segment_0404.mat',
'Dog_1_interictal_segment_0405.mat',
'Dog_1_interictal_segment_0406.mat',
'Dog_1_interictal_segment_0407.mat',
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'Dog_1_pseudointerictal_segment_0391.mat',
'Dog_1_pseudointerictal_segment_0392.mat',
'Dog_1_pseudointerictal_segment_0393.mat',
'Dog_1_pseudointerictal_segment_0394.mat',
'Dog_1_pseudointerictal_segment_0395.mat',
'Dog_1_pseudointerictal_segment_0397.mat',
'Dog_1_pseudointerictal_segment_0398.mat',
'Dog_1_pseudointerictal_segment_0399.mat',
'Dog_1_pseudointerictal_segment_0400.mat',
'Dog_1_pseudointerictal_segment_0401.mat',
'Dog_1_pseudointerictal_segment_0403.mat',
'Dog_1_pseudointerictal_segment_0404.mat',
'Dog_1_pseudointerictal_segment_0405.mat',
'Dog_1_pseudointerictal_segment_0406.mat',
'Dog_1_pseudointerictal_segment_0407.mat',
'Dog_1_pseudointerictal_segment_0409.mat',
'Dog_1_pseudointerictal_segment_0410.mat',
'Dog_1_pseudointerictal_segment_0411.mat',
'Dog_1_pseudointerictal_segment_0412.mat',
'Dog_1_pseudointerictal_segment_0413.mat',
'Dog_1_pseudointerictal_segment_0415.mat',
'Dog_1_pseudointerictal_segment_0416.mat',
'Dog_1_pseudointerictal_segment_0417.mat',
'Dog_1_pseudointerictal_segment_0418.mat',
'Dog_1_pseudointerictal_segment_0419.mat',
'Dog_1_pseudointerictal_segment_0421.mat',
'Dog_1_pseudointerictal_segment_0422.mat',
'Dog_1_pseudointerictal_segment_0423.mat',
'Dog_1_pseudointerictal_segment_0424.mat',
'Dog_1_pseudointerictal_segment_0425.mat',
'Dog_1_pseudointerictal_segment_0427.mat',
'Dog_1_pseudointerictal_segment_0428.mat',
'Dog_1_pseudointerictal_segment_0429.mat',
'Dog_1_pseudointerictal_segment_0430.mat',
'Dog_1_pseudointerictal_segment_0431.mat',
'Dog_1_pseudointerictal_segment_0433.mat',
'Dog_1_pseudointerictal_segment_0434.mat',
'Dog_1_pseudointerictal_segment_0435.mat',
'Dog_1_pseudointerictal_segment_0436.mat',
'Dog_1_pseudointerictal_segment_0437.mat',
'Dog_1_pseudointerictal_segment_0439.mat',
'Dog_1_pseudointerictal_segment_0440.mat',
'Dog_1_pseudointerictal_segment_0441.mat',
'Dog_1_pseudointerictal_segment_0442.mat',
'Dog_1_pseudointerictal_segment_0443.mat',
'Dog_1_pseudointerictal_segment_0445.mat',
'Dog_1_pseudointerictal_segment_0446.mat',
'Dog_1_pseudointerictal_segment_0447.mat',
'Dog_1_pseudointerictal_segment_0448.mat',
'Dog_1_pseudointerictal_segment_0449.mat',
'Dog_1_pseudointerictal_segment_0451.mat',
'Dog_1_pseudointerictal_segment_0452.mat',
'Dog_1_pseudointerictal_segment_0453.mat',
'Dog_1_pseudointerictal_segment_0454.mat',
'Dog_1_pseudointerictal_segment_0455.mat',
'Dog_1_pseudointerictal_segment_0457.mat',
'Dog_1_pseudointerictal_segment_0458.mat',
'Dog_1_pseudointerictal_segment_0459.mat',
'Dog_1_pseudointerictal_segment_0460.mat',
'Dog_1_pseudointerictal_segment_0461.mat',
'Dog_1_pseudointerictal_segment_0463.mat',
'Dog_1_pseudointerictal_segment_0464.mat',
'Dog_1_pseudointerictal_segment_0465.mat',
'Dog_1_pseudointerictal_segment_0466.mat',
'Dog_1_pseudointerictal_segment_0467.mat',
'Dog_1_pseudointerictal_segment_0469.mat',
'Dog_1_pseudointerictal_segment_0470.mat',
'Dog_1_pseudointerictal_segment_0471.mat',
'Dog_1_pseudointerictal_segment_0472.mat',
'Dog_1_pseudointerictal_segment_0473.mat',
'Dog_1_pseudointerictal_segment_0475.mat',
'Dog_1_pseudointerictal_segment_0476.mat',
'Dog_1_pseudointerictal_segment_0477.mat',
'Dog_1_pseudointerictal_segment_0478.mat',
'Dog_1_pseudointerictal_segment_0479.mat',
'Dog_1_pseudopreictal_segment_0001.mat',
'Dog_1_pseudopreictal_segment_0002.mat',
'Dog_1_pseudopreictal_segment_0003.mat',
'Dog_1_pseudopreictal_segment_0004.mat',
'Dog_1_pseudopreictal_segment_0005.mat',
'Dog_1_pseudopreictal_segment_0007.mat',
'Dog_1_pseudopreictal_segment_0008.mat',
'Dog_1_pseudopreictal_segment_0009.mat',
'Dog_1_pseudopreictal_segment_0010.mat',
'Dog_1_pseudopreictal_segment_0011.mat',
'Dog_1_pseudopreictal_segment_0013.mat',
'Dog_1_pseudopreictal_segment_0014.mat',
'Dog_1_pseudopreictal_segment_0015.mat',
'Dog_1_pseudopreictal_segment_0016.mat',
'Dog_1_pseudopreictal_segment_0017.mat',
'Dog_1_pseudopreictal_segment_0019.mat',
'Dog_1_pseudopreictal_segment_0020.mat',
'Dog_1_pseudopreictal_segment_0021.mat',
'Dog_1_pseudopreictal_segment_0022.mat',
'Dog_1_pseudopreictal_segment_0023.mat'],
dtype='<U39')
In [13]:
import sklearn.preprocessing
In [14]:
import sklearn.svm
In [15]:
import sklearn.pipeline
In [16]:
scaler = sklearn.preprocessing.StandardScaler()
In [20]:
svc = sklearn.svm.SVC(probability=True)
In [21]:
pipe = sklearn.pipeline.Pipeline([('scl',scaler),('cls',svc)])
In [22]:
pipe.fit(X,y)
Out[22]:
Pipeline(steps=[('scl', StandardScaler(copy=True, with_mean=True, with_std=True)), ('cls', SVC(C=1.0, cache_size=200, class_weight=None, coef0=0.0, degree=3, gamma=0.0,
kernel='rbf', max_iter=-1, probability=True, random_state=None,
shrinking=True, tol=0.001, verbose=False))])
In [27]:
X = da.build_test(settings['SUBJECTS'][0])
In [28]:
pipe.predict_proba(X)
Out[28]:
array([[ 9.87433893e-01, 1.25661066e-02],
[ 9.98279786e-01, 1.72021427e-03],
[ 9.99850344e-01, 1.49656317e-04],
...,
[ 5.30980769e-01, 4.69019231e-01],
[ 9.95017784e-01, 4.98221642e-03],
[ 9.99948349e-01, 5.16506888e-05]])
In [ ]:
Content source: Neuroglycerin/hail-seizure
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